Generative Model
An artificial intelligence system designed to understand the underlying distribution of a dataset so it can create completely original and realistic outputs.
Think of It Like This
Like a talented composer who listens to hundreds of classical symphonies and then writes a brand new piece of music that matches the exact same style.
Generative models learn the joint probability distribution of the data. They are the driving force behind modern AI applications, capable of producing text, images, audio, and video. Prominent architectures include Transformers, Diffusion Models, and GANs, which have shifted the field from merely classifying data to autonomously creating highly complex media.